Name                                                                            Size  
 Parent Directory                                                                  -   
 1. Section Overview.mp4                                                         9.0M  
 1. Section Overview.srt                                                         1.8K  
 2.1 End-to-end Bluebook Bulldozer Regression Notebook (with annotations).html   208   
 2.2 End-to-end Bluebook Bulldozer Regression Notebook (same as in videos).html  214   
 2.3 Kaggle Bluebook for Bulldozers Competition.html                             118   
 2.4 Structured Data Projects on GitHub.html                                     155   
 2. Project Overview.mp4                                                          33M  
 2. Project Overview.srt                                                         6.7K  
 3. Project Environment Setup.mp4                                                101M  
 3. Project Environment Setup.srt                                                 16K  
 4. Step 1~4 Framework Setup.mp4                                                  86M  
 4. Step 1~4 Framework Setup.srt                                                  12K  
 5. Exploring Our Data.mp4                                                       138M  
 5. Exploring Our Data.srt                                                        20K  
 6. Exploring Our Data 2.mp4                                                      52M  
 6. Exploring Our Data 2.srt                                                     8.6K  
 7. Feature Engineering.mp4                                                      159M  
 7. Feature Engineering.srt                                                       22K  
 8. Turning Data Into Numbers.mp4                                                146M  
 8. Turning Data Into Numbers.srt                                                 22K  
 9.1 Pandas Categorical Datatype Documentation.html                              143   
 9. Filling Missing Numerical Values.mp4                                         106M  
 9. Filling Missing Numerical Values.srt                                          17K  
 10. Filling Missing Categorical Values.mp4                                       67M  
 10. Filling Missing Categorical Values.srt                                       11K  
 11. Fitting A Machine Learning Model.mp4                                         56M  
 11. Fitting A Machine Learning Model.srt                                         10K  
 12. Splitting Data.mp4                                                           83M  
 12. Splitting Data.srt                                                           14K  
 13. Challenge What's wrong with splitting data after filling it.html            1.5K  
 14. Custom Evaluation Function.mp4                                              103M  
 14. Custom Evaluation Function.srt                                               16K  
 15. Reducing Data.mp4                                                            93M  
 15. Reducing Data.srt                                                            15K  
 16. RandomizedSearchCV.mp4                                                       86M  
 16. RandomizedSearchCV.srt                                                       13K  
 17. Improving Hyperparameters.mp4                                                79M  
 17. Improving Hyperparameters.srt                                                11K  
 18. Preproccessing Our Data.mp4                                                 139M  
 18. Preproccessing Our Data.srt                                                  18K  
 19. Making Predictions.mp4                                                       79M  
 19. Making Predictions.srt                                                       11K  
 20.1 End-to-end Bluebook Bulldozer Regression Notebook (with annotations).html  208   
 20.2 End-to-end Bluebook Bulldozer Regression Notebook (same as in videos).html 214   
 20. Feature Importance.mp4                                                      142M  
 20. Feature Importance.srt                                                       17K  

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